Unlocking the Future of Graphics and AI: NVIDIA’s Breakthroughs at SIGGRAPH Summary NVIDIA showcased its latest advancements in graphics and AI at SIGGRAPH, highlighting the potential of generative AI and neural graphics to revolutionize content creation. This article delves into the key highlights from NVIDIA’s presentations, including personalized text-to-image models, neural rendering, and virtual collaboration tools. Personalized Text-to-Image Models: A New Era in Content Creation NVIDIA researchers, in collaboration with Tel Aviv University, presented two SIGGRAPH papers that enable users to provide image examples from which generative AI models quickly learn....

Unlocking System-Wide Performance Analysis with NVIDIA Nsight Systems 2021.3 Summary: NVIDIA Nsight Systems 2021.3 is a powerful tool designed to help developers optimize and scale software performance across CPUs and GPUs. This latest release introduces several key improvements, including the Expert System View, multi-report loading, and enhanced profiling capabilities. Here, we explore the main features and benefits of Nsight Systems 2021.3, highlighting how it can help developers tackle complex performance issues....

Unlocking Real-Time Dynamic Global Illumination with Tiny Neural Networks Summary Real-time dynamic global illumination is a crucial element in achieving rich, realistic visuals in computer graphics. Traditional methods often rely on pre-computed lighting, which can be static and limiting. NVIDIA’s recent research introduces a groundbreaking approach using a tiny neural network to render dynamic global illumination in real-time. This article explores the key concepts and innovations behind this technology, highlighting its potential to revolutionize the field of computer graphics....

Unlocking AI Expertise: NVIDIA Deep Learning Institute Public Workshops Summary The NVIDIA Deep Learning Institute (DLI) offers a comprehensive range of public workshops designed to equip individuals and teams with the skills needed to excel in AI, data science, and accelerated computing. These instructor-led workshops provide hands-on experience with industry-standard software, tools, and frameworks, and are conducted live in a virtual classroom environment. Participants can earn NVIDIA certificates of competency upon successful completion, enhancing their career prospects....

Unlocking the Secrets of Flavor Pairings with AI Summary FlavorGraph, a new ingredient mapping tool developed by Sony AI and Korea University, uses molecular science and recipe data to predict how two ingredients will pair together. This AI-powered system aims to revolutionize the way chefs and food enthusiasts discover new flavor combinations. The Science Behind Flavor Pairings FlavorGraph is based on the idea that ingredients with common dominant flavor molecules combine well....

Unlocking the Power of Accelerated Data Science Summary Accelerated data science is revolutionizing the way companies like Spotify and Walmart generate value from their data. By leveraging NVIDIA-accelerated data science, these companies are able to speed up their end-to-end analytics workflows, reducing costs and boosting performance. This article explores the latest resources and tools available for data scientists to harness the power of accelerated data science. The Rise of Accelerated Data Science Accelerated data science is becoming increasingly important as data volumes, velocities, and complexities grow....

Summary NVIDIA Omniverse Audio2Face is a groundbreaking AI-powered application that simplifies and enhances the creation of facial animations. It leverages deep learning to automatically generate realistic facial expressions and lip movements from audio input, making it accessible to a broader range of creators. This technology streamlines the animation workflow, ideal for interactive applications like video games and virtual reality experiences. Revolutionizing Facial Animation with NVIDIA Omniverse Audio2Face NVIDIA Omniverse Audio2Face is now available in open beta, offering a revolutionary approach to creating facial animations....

Unlocking Performance Insights with NVIDIA Nsight Systems 2021.1 Summary: NVIDIA Nsight Systems 2021.1 is a comprehensive performance analysis tool designed to help developers optimize and scale software across CPUs and GPUs. This release introduces several key improvements aimed at enhancing the profiling experience, including a new Expert System View, improved multi-report loading, and enhanced support for various APIs and SDKs. Understanding Nsight Systems 2021.1 NVIDIA Nsight Systems 2021.1 is part of the Nsight Tools Suite, a powerful set of tools designed to help developers tune and scale software across CPUs and GPUs....

Democratizing Deep Learning Recommenders: How NVIDIA Merlin Revolutionizes Personalized Recommendations Summary Deep learning recommenders have become a crucial component in various industries, from e-commerce to entertainment. However, building and scaling these systems can be challenging due to the complexity of feature engineering, preprocessing, training, and performance optimization. NVIDIA Merlin is an end-to-end deep learning recommender framework designed to address these challenges and democratize the building of high-performing recommenders at scale. This article explores the main components of NVIDIA Merlin, its benefits, and how it can help data scientists and machine learning engineers build effective recommenders....

Summary NVIDIA Merlin is an open-source framework designed to streamline and accelerate the development of recommender systems. The latest enhancements in the .5 release include a data generator for training, multi-GPU dataloader, and initial support for session-based recommenders. These updates aim to simplify and speed up recommender workflows, making it easier for machine learning engineers and data scientists to build high-performing recommenders at scale. Building High-Performing Recommenders with NVIDIA Merlin The internet is filled with countless moments of interaction, from browsing and shopping to streaming entertainment and engaging with social media....